Incamake
AI muburyo bwo gutanga amasoko ikoresha imashini yiga imashini iteganya ibisabwa, ibyoherezwa mu nzira, hamwe n’ibarura ryuzuye mu miyoboro igoye ku isi. Nibyingenzi kuko nubushobozi buke bwunguka muri miliyari yo kuzigama no kubika bike no gutinda.
AI mugutanga urunigi Optimisiyoneri ikoresha AI mubidukikije byihariye aho amabwiriza, ibikorwa, no kwihanganira ingaruka bigira uruhare runini muburyo bwo guhitamo.
Kwibira cyane
Iminyururu yo gutanga ni imiyoboro yagutse yabatanga, inganda, ububiko, amato, amakamyo, nububiko, buri kimwe gitanga amakuru. AI ifata iyi firehose kugirango ifate ibyemezo abantu badashobora kubara byihuse. Moderi-iteganya ibyifuzo bivanga kugurisha amateka nikirere, kuzamurwa mu ntera, iminsi mikuru, ndetse n’ibimenyetso mbuga nkoranyambaga kugirango tumenye ibizagurishwa aho. Optimisation algorithms noneho ihitamo umubare wogukora, aho uyibika, ninzira buri kamyo igomba kunyuramo. Mugihe cy'ihungabana rya 2020-2022, ibigo bifite igenamigambi rishingiye kuri AI byakize vuba kuko byashoboraga kongera gutegura amasaha, atari ibyumweru. Ibikoresho nka Blue Yonder, o9 Ibisubizo, hamwe na sisitemu y'imbere ya Amazone bihuza amamiriyoni ya SKUs, bihindura imiriro yumuriro mubikorwa byateguwe, biterwa namakuru.
Ubushishozi
Munsi ya hood, iteganyagihe risaba akenshi rikoresha ibiti byongerewe imbaraga (nka XGBoost) cyangwa icyitegererezo (LSTMs, transformateur) cyahuguwe kumibare ikurikirana. Ibyemezo byo guhitamo no kubara byateguwe nkibibazo byo guhuza imibare, kuvanga-integer umurongo wa gahunda, byakemuwe na moteri nka Gurobi cyangwa CPLEX, rimwe na rimwe ikayoborwa no kwiga gushimangira. Urufunguzo ni ibitekerezo bisubirwamo: guhanura bigaburira optimizer, ibisubizo nyabyo-byukuri bigaruka nkamakuru mashya yo guhugura, kandi sisitemu ikomeza gukaza umurego ibyo iteganya ndetse nicyemezo cyayo.
Kumenya AI mugutanga urunigi
AI muburyo bwo gutanga amasoko ikoresha imashini yiga imashini iteganya ibisabwa, ibyoherezwa mu nzira, hamwe n’ibarura ryuzuye mu miyoboro igoye ku isi. Nibyingenzi kuko nubushobozi buke bwunguka muri miliyari yo kuzigama no kubika bike no gutinda. AI mugutanga urunigi Optimisiyoneri ikoresha AI mubidukikije byihariye aho amabwiriza, ibikorwa, no kwihanganira ingaruka bigira uruhare runini muburyo bwo guhitamo. Kugira ngo wubake byimbitse, fata AI muburyo bwo gutanga amasoko nkurugero rwimikorere, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mubimenyerezo, amatsinda akomeye akoresha AI mugutanga urunigi Optimisiyoneri ihuza ubushobozi bwa tekiniki na politiki ya domaine, kugenzura, no gufata ibyemezo imbere. Bandika ibipimo ngenderwaho byerekana intsinzi, bagerageza kurwanya amakuru afatika hamwe nakazi keza, kandi bagasubiramo bashingiye kubikorwa byagaragaye ko batsinzwe aho gutsinda inshuro imwe. Aha niho imyumvire yubumenyi ihinduka mubushobozi burambye kubicuruzwa, politiki, nibikorwa.
Inganda zerekana niba ibitekerezo bya AI bikomeza guhura nukuri. Mugihe kimwe, ibisabwa byubuyobozi birashobora gutesha agaciro ubundi prototypes ikomeye. Uburyo bukomeye cyane ni uguhuza umuvuduko wikigereranyo hamwe na disipuline yimiyoborere: kuyobora abaderevu, gufata ibimenyetso, gutangaza ibyemezo byicyemezo, no gukomeza kuvugurura uburyo bwo kwirinda nkimyitwarire yicyitegererezo, ibyo abakoresha bategereje, nibisabwa n'amategeko bigenda bihinduka.
Ingaruka z'Ingamba
Inganda zerekana niba ibitekerezo bya AI bikomeza guhura nukuri.
Inganda zerekana niba ibitekerezo bya AI bikomeza guhura nukuri. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Imbogamizi za domeni zigira ingaruka zemewe namakosa yo kugenzura.
Imbogamizi za domeni zigira ingaruka zemewe namakosa yo kugenzura. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Ibikorwa bigenda neza bihuza ubushobozi bwa tekiniki hamwe nakazi kambere.
Ibikorwa bigenda neza bihuza ubushobozi bwa tekiniki hamwe nakazi kambere. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Gushyira mu bikorwa Isi
Walmart ikoresha AI mu guhanura ibikenerwa miriyoni y'ibicuruzwa kuri buri duka, kugabanya ibicuruzwa no kugabanya imyanda y'ibiribwa ku musaruro mushya.
Ibicuruzwa byoherejwe na Amazone byerekana ibarura mubigo byuzuza hafi aho iteganya ko ibicuruzwa bizaza, bikagabanya igihe cyo gutanga.
Maersk ikoresha AI kugirango ihindure ubwato bwa kontineri no guteganya ibyambu, kuzigama lisansi no kugabanya imyuka ihumanya ikirere.
Procter & Gamble ikoresha igenamigambi rya AI kugirango ihuze ibihumbi byabatanga kandi iringaniza ibarura mubigo bikwirakwiza isi.
Uburyo bwo Gushyira mu bikorwa
AI mugutanga urunigi rwiza mubikorwa
Walmart ikoresha AI mu guhanura ibikenerwa miriyoni y'ibicuruzwa kuri buri duka, kugabanya ibicuruzwa no kugabanya imyanda y'ibiribwa ku musaruro mushya.
Walmart ikoresha AI mu guhanura ibyifuzo bya miriyoni y'ibicuruzwa kuri buri duka, kugabanya ibicuruzwa no kugabanya imyanda y'ibiribwa mu musaruro mushya Amakipe akunze kubona umusaruro ushimishije iyo asobanuye ibipimo ngenderwaho biri imbere, agakomeza inzira yo kuzamura abantu ku manza, kandi akurikirana inyungu ziva mu musaruro hamwe n'ikosa ryakozwe mu gihe runaka.
AI mugutanga urunigi rwiza mubikorwa
Ibicuruzwa byoherejwe na Amazone byerekana ibarura mubigo byuzuza hafi aho iteganya ko ibicuruzwa bizaza, bikagabanya igihe cyo gutanga.
Uburyo bwo kohereza ibicuruzwa bya Amazone byerekana ibarura mu bigo byuzuza hafi aho iteganya ko ibicuruzwa bizaza, kugabanya igihe cyo gutanga Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
AI mugutanga urunigi rwiza mubikorwa
Maersk ikoresha AI kugirango ihindure ubwato bwa kontineri no guteganya ibyambu, kuzigama lisansi no kugabanya imyuka ihumanya ikirere.
Maersk ikoresha AI kugirango ihindure ubwato bwa kontineri no guteganya ibyambu, kuzigama lisansi no kugabanya imyuka ihumanya ikirere Amakipe akunze kubona umusaruro ushimishije iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
AI mugutanga urunigi rwiza mubikorwa
Procter & Gamble ikoresha igenamigambi rya AI kugirango ihuze ibihumbi byabatanga kandi iringaniza ibarura mubigo bikwirakwiza isi.
Procter & Gamble ikoresha igenamigambi ryakozwe na AI kugirango ihuze ibihumbi n’ibicuruzwa hamwe n’ibarura ry’ibicuruzwa hirya no hino ku bigo bikwirakwiza ku isi Amakipe ubusanzwe abona umusaruro ushimishije iyo asobanuye ibipimo ngenderwaho biri imbere, agakomeza inzira yo kuzamura abantu ku manza, kandi akurikirana inyungu zibyara umusaruro hamwe n’ikosa ryigihe.
Ingaruka & Kurinda
Ibisabwa kugenzurwa birashobora gutesha agaciro ubundi prototypes ikomeye.
Amakuru yamateka arashobora gushiramo kubogama byangiza abaturage.
Sisitemu yumurage irashobora gushiraho uburyo bwo kwishyira hamwe nibiciro byihishe.
Igishushanyo mbonera
Shyiramo abahanga ba domaine kuva ibibazo bitegura gusuzuma.
Shyiramo abahanga ba domaine kuva ibibazo bitegura gusuzuma. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Shushanya inzira y'ubugenzuzi n'inyandiko mbere yo gutangira.
Shushanya inzira y'ubugenzuzi n'inyandiko mbere yo gutangira. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Emeza kubahiriza inshingano z'umutekano hakiri kare.
Emeza kubahiriza inshingano z'umutekano hakiri kare. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Kuzenguruka mu byiciro hamwe no guhagarara neza no kugaruka.
Kuzenguruka mu byiciro hamwe no guhagarara neza no kugaruka. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.